{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ZMJ\\Anaconda3\\envs\\py35\\lib\\site-packages\\h5py\\__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
      "  from ._conv import register_converters as _register_converters\n",
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "from preprocessing import parse_annotation,BatchGenerator\n",
    "import numpy as np\n",
    "from frontend import YOLO\n",
    "from matplotlib import pyplot as plt\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "config=dict()\n",
    "config[\"train\"]=dict()\n",
    "config[\"model\"]=dict()\n",
    "config[\"valid\"]=dict()\n",
    "config[\"valid\"][\"valid_times\"]=1\n",
    "config[\"train\"][\"train_annot_folder\"]=\"RBC_datasets/Annotations/\"\n",
    "config[\"train\"][\"train_image_folder\"]=\"RBC_datasets/JPEGImages/\"\n",
    "config[\"train\"][\"train_times\"]=1\n",
    "config[\"train\"][\"batch_size\"]=16\n",
    "config[\"train\"][\"learning_rate\"]=1e-4\n",
    "config[\"train\"][\"nb_epoch\"]=50\n",
    "config[\"train\"][\"warmup_batches\"]=250\n",
    "config[\"train\"][\"object_scale\"]=5.0\n",
    "config[\"train\"][\"no_object_scale\"]=1.0\n",
    "config[\"train\"][\"coord_scale\"]=1.0\n",
    "config[\"train\"][\"class_scale\"]=1.0\n",
    "config[\"model\"][\"labels\"]=[\"RBC\"]\n",
    "config[\"model\"][\"input_size\"]=416\n",
    "config[\"model\"][\"max_box_per_img\"]=10\n",
    "config[\"model\"][\"anchors\"]=[0.57273, 0.677385, 1.87446, 2.06253, 3.33843, 5.47434, 7.88282, 3.52778, 9.77052, 9.16828]\n",
    "config[\"model\"][\"architecture\"]=\"Tiny Yolo\"\n",
    "config[\"model\"][\"grid_w\"]=13\n",
    "config[\"model\"][\"grid_h\"]=13\n",
    "\n",
    "weights_path=\"models/tiny_yolo.h5\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'filename': 'RBC_datasets/JPEGImages/BloodImage_00137.jpg', 'width': 640, 'object': [{'xmax': 273, 'ymin': 333, 'name': 'RBC', 'xmin': 146, 'ymax': 459}, {'xmax': 316, 'ymin': 247, 'name': 'RBC', 'xmin': 211, 'ymax': 360}, {'xmax': 208, 'ymin': 145, 'name': 'RBC', 'xmin': 79, 'ymax': 264}, {'xmax': 555, 'ymin': 231, 'name': 'RBC', 'xmin': 466, 'ymax': 320}], 'height': 480}\n"
     ]
    }
   ],
   "source": [
    "imgs,_=parse_annotation(config[\"train\"][\"train_annot_folder\"],\n",
    "                        config[\"train\"][\"train_image_folder\"],\n",
    "                        config[\"model\"][\"labels\"]\n",
    "                       )\n",
    "split_idx=int(0.8*len(imgs))\n",
    "np.random.shuffle(imgs)\n",
    "train_imgs=imgs[:split_idx]\n",
    "valid_imgs=imgs[split_idx:]\n",
    "print(train_imgs[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x25981ed2748>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(416, 416, 3)\n",
      "(13, 13, 5, 6)\n"
     ]
    }
   ],
   "source": [
    "generator_config={\n",
    "        \"IMAGE_H\":config[\"model\"][\"input_size\"],\n",
    "        \"IMAGE_W\":config[\"model\"][\"input_size\"],\n",
    "        \"GRID_H\":config[\"model\"][\"grid_h\"],\n",
    "        \"GRID_W\":config[\"model\"][\"grid_w\"],\n",
    "        \"BOX\":5,\n",
    "        \"LABELS\":config[\"model\"][\"labels\"],\n",
    "        \"CLASS\":len(config[\"model\"][\"labels\"]),\n",
    "        \"ANCHORS\":config[\"model\"][\"anchors\"],\n",
    "        \"BATCH_SIZE\":config[\"train\"][\"batch_size\"],\n",
    "        \"TRUE_BOX_BUFFER\":config[\"model\"][\"max_box_per_img\"]\n",
    "        }\n",
    "\n",
    "generator=BatchGenerator(train_imgs,generator_config,norm=None)\n",
    "[x,b],y=generator.__getitem__(0)\n",
    "plt.imshow(x[0])\n",
    "plt.show()\n",
    "print(x[0].shape)\n",
    "print(y[0].shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "load weights from models/tiny_yolo_backend.h5\n"
     ]
    }
   ],
   "source": [
    "yolo=YOLO(architecture=config[\"model\"][\"architecture\"],\n",
    "            input_size=config[\"model\"][\"input_size\"],\n",
    "            labels=config[\"model\"][\"labels\"],\n",
    "            max_box_per_img=config[\"model\"][\"max_box_per_img\"],\n",
    "            anchors=config[\"model\"][\"anchors\"])\n",
    "\n",
    "yolo.train(\n",
    "      train_imgs,\n",
    "      valid_imgs,\n",
    "      config[\"train\"][\"train_times\"],\n",
    "      config[\"valid\"][\"valid_times\"],\n",
    "      config[\"train\"][\"nb_epoch\"],\n",
    "      config[\"train\"][\"learning_rate\"],\n",
    "      config[\"train\"][\"batch_size\"],\n",
    "      config[\"train\"][\"warmup_batches\"],\n",
    "      config[\"train\"][\"object_scale\"],\n",
    "      config[\"train\"][\"no_object_scale\"],\n",
    "      config[\"train\"][\"coord_scale\"],\n",
    "      config[\"train\"][\"class_scale\"],train=False)\n",
    "yolo.load_weights(weights_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "16/16 [==============================] - 1s 69ms/step\n",
      "The first batch loss is 0.27877581119537354\n",
      "16\n",
      "1/1 [==============================] - 0s 154ms/step\n",
      "The first img loss is 1.408020257949829\n",
      "1/1 [==============================] - 0s 129ms/step\n",
      "The first img loss is 1.2866783142089844\n",
      "1/1 [==============================] - 0s 127ms/step\n",
      "The first img loss is 0.7231379151344299\n",
      "1/1 [==============================] - 0s 147ms/step\n",
      "The first img loss is 1.380964994430542\n",
      "1/1 [==============================] - 0s 150ms/step\n",
      "The first img loss is 1.4758809804916382\n",
      "1/1 [==============================] - 0s 144ms/step\n",
      "The first img loss is 0.7711873650550842\n",
      "1/1 [==============================] - 0s 153ms/step\n",
      "The first img loss is 2.019895315170288\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "The first img loss is 1.6533268690109253\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "The first img loss is 1.7217239141464233\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "The first img loss is 0.8112163543701172\n",
      "1/1 [==============================] - 0s 154ms/step\n",
      "The first img loss is 1.2890697717666626\n",
      "1/1 [==============================] - 0s 152ms/step\n",
      "The first img loss is 1.0798323154449463\n",
      "1/1 [==============================] - 0s 134ms/step\n",
      "The first img loss is 1.5536091327667236\n",
      "1/1 [==============================] - 0s 140ms/step\n",
      "The first img loss is 0.8667818903923035\n",
      "1/1 [==============================] - 0s 144ms/step\n",
      "The first img loss is 0.824126124382019\n",
      "1/1 [==============================] - 0s 128ms/step\n",
      "The first img loss is 0.5562497973442078\n",
      "19.421701312065125\n"
     ]
    }
   ],
   "source": [
    "[test_x,test_b],test_y=yolo.compute_loss(train_imgs)\n",
    "netout=yolo.model.predict([np.expand_dims(test_x,0),np.expand_dims(test_b,0)])[0]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x25a128d52e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from utils import decode_netout,draw_boxes\n",
    "boxes=decode_netout(netout,0.51,0.2,config[\"model\"][\"anchors\"],len(config[\"model\"][\"labels\"]))\n",
    "test_x_copy=test_x.copy()\n",
    "img=draw_boxes(boxes,test_x_copy,config[\"model\"][\"labels\"])\n",
    "plt.imshow(img)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
